Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	106800
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	16.9 MiB
Average record size in memory	165.5 B

Variable types

Numeric	14
Categorical	1

Alerts

`eeg_label_offset_seconds` is highly overall correlated with `eeg_sub_id` and 2 other fields	High correlation
`eeg_sub_id` is highly overall correlated with `eeg_label_offset_seconds` and 2 other fields	High correlation
`spectrogram_label_offset_seconds` is highly overall correlated with `eeg_label_offset_seconds` and 2 other fields	High correlation
`spectrogram_sub_id` is highly overall correlated with `eeg_label_offset_seconds` and 2 other fields	High correlation
`label_id` has unique values	Unique
`eeg_sub_id` has 17089 (16.0%) zeros	Zeros
`eeg_label_offset_seconds` has 17089 (16.0%) zeros	Zeros
`spectrogram_sub_id` has 11138 (10.4%) zeros	Zeros
`spectrogram_label_offset_seconds` has 11138 (10.4%) zeros	Zeros
`seizure_vote` has 73906 (69.2%) zeros	Zeros
`lpd_vote` has 77675 (72.7%) zeros	Zeros
`gpd_vote` has 82027 (76.8%) zeros	Zeros
`lrda_vote` has 77294 (72.4%) zeros	Zeros
`grda_vote` has 73101 (68.4%) zeros	Zeros
`other_vote` has 58167 (54.5%) zeros	Zeros

Reproduction

Analysis started	2025-03-09 22:01:11.618616
Analysis finished	2025-03-09 22:01:29.688720
Duration	18.07 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

eeg_id
Real number (ℝ)

Distinct	17089
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1043874 × 10⁹

Minimum	568657
Maximum	4.2949584 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	568657
5-th percentile	2.2236912 × 10⁸
Q1	1.0268956 × 10⁹
median	2.0713257 × 10⁹
Q3	3.172787 × 10⁹
95-th percentile	4.0701555 × 10⁹
Maximum	4.2949584 × 10⁹
Range	4.2943897 × 10⁹
Interquartile range (IQR)	2.1458913 × 10⁹

Descriptive statistics

Standard deviation	1.2333706 × 10⁹
Coefficient of variation (CV)	0.58609486
Kurtosis	-1.192152
Mean	2.1043874 × 10⁹
Median Absolute Deviation (MAD)	1.0691836 × 10⁹
Skewness	0.062993347
Sum	2.2474858 × 10¹⁴
Variance	1.5212031 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2259539799	743	0.7%
2428433259	664	0.6%
1641054670	562	0.5%
2860052642	534	0.5%
525664301	531	0.5%
1712056492	433	0.4%
1480985066	416	0.4%
188361788	412	0.4%
3525185677	286	0.3%
1596590162	275	0.3%
Other values (17079)	101944	95.5%

Value	Count	Frequency (%)
568657	4	< 0.1%
582999	11	< 0.1%
642382	2	< 0.1%
751790	1	< 0.1%
778705	1	< 0.1%
1629671	17	< 0.1%
1895581	1	< 0.1%
2061593	1	< 0.1%
2078097	1	< 0.1%
2366870	6	< 0.1%

Value	Count	Frequency (%)
4294958358	1	< 0.1%
4294858825	5	< 0.1%
4294455489	1	< 0.1%
4293843368	1	< 0.1%
4293354003	1	< 0.1%
4293306306	1	< 0.1%
4293144208	2	< 0.1%
4292843598	15	< 0.1%
4292809326	3	< 0.1%
4291744526	8	< 0.1%

eeg_sub_id
Real number (ℝ)

High correlation Zeros

Distinct	743
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.286189

Minimum	0
Maximum	742
Zeros	17089
Zeros (%)	16.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	16
95-th percentile	131
Maximum	742
Range	742
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	69.757658
Coefficient of variation (CV)	2.653776
Kurtosis	31.809687
Mean	26.286189
Median Absolute Deviation (MAD)	5
Skewness	5.1640972
Sum	2807365
Variance	4866.1308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17089	16.0%
1	10765	10.1%
2	8792	8.2%
3	7362	6.9%
4	6044	5.7%
5	5102	4.8%
6	4268	4.0%
7	3601	3.4%
8	3115	2.9%
9	2662	2.5%
Other values (733)	38000	35.6%

Value	Count	Frequency (%)
0	17089	16.0%
1	10765	10.1%
2	8792	8.2%
3	7362	6.9%
4	6044	5.7%
5	5102	4.8%
6	4268	4.0%
7	3601	3.4%
8	3115	2.9%
9	2662	2.5%

Value	Count	Frequency (%)
742	1	< 0.1%
741	1	< 0.1%
740	1	< 0.1%
739	1	< 0.1%
738	1	< 0.1%
737	1	< 0.1%
736	1	< 0.1%
735	1	< 0.1%
734	1	< 0.1%
733	1	< 0.1%

eeg_label_offset_seconds
Real number (ℝ)

High correlation Zeros

Distinct	1502
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.81723

Minimum	0
Maximum	3372
Zeros	17089
Zeros (%)	16.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	26
Q3	82
95-th percentile	540
Maximum	3372
Range	3372
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	314.5578
Coefficient of variation (CV)	2.647409
Kurtosis	35.76774
Mean	118.81723
Median Absolute Deviation (MAD)	26
Skewness	5.4743477
Sum	12689680
Variance	98946.611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17089	16.0%
2	4284	4.0%
4	4125	3.9%
6	3668	3.4%
8	3321	3.1%
10	3125	2.9%
12	2878	2.7%
14	2646	2.5%
16	2380	2.2%
18	2218	2.1%
Other values (1492)	61066	57.2%

Value	Count	Frequency (%)
0	17089	16.0%
2	4284	4.0%
4	4125	3.9%
6	3668	3.4%
8	3321	3.1%
10	3125	2.9%
12	2878	2.7%
14	2646	2.5%
16	2380	2.2%
18	2218	2.1%

Value	Count	Frequency (%)
3372	1	< 0.1%
3366	1	< 0.1%
3364	1	< 0.1%
3362	1	< 0.1%
3352	1	< 0.1%
3350	1	< 0.1%
3346	1	< 0.1%
3344	1	< 0.1%
3342	1	< 0.1%
3340	1	< 0.1%

spectrogram_id
Real number (ℝ)

Distinct	11138
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0672624 × 10⁹

Minimum	353733
Maximum	2.1473884 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	353733
5-th percentile	91036433
Q1	5.2386258 × 10⁸
median	1.0579043 × 10⁹
Q3	1.6231954 × 10⁹
95-th percentile	2.0329331 × 10⁹
Maximum	2.1473884 × 10⁹
Range	2.1470346 × 10⁹
Interquartile range (IQR)	1.0993329 × 10⁹

Descriptive statistics

Standard deviation	6.291475 × 10⁸
Coefficient of variation (CV)	0.58949653
Kurtosis	-1.2358003
Mean	1.0672624 × 10⁹
Median Absolute Deviation (MAD)	5.448347 × 10⁸
Skewness	0.018177563
Sum	1.1398363 × 10¹⁴
Variance	3.9582657 × 10¹⁷
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
764146759	1022	1.0%
1974785580	836	0.8%
1391458063	743	0.7%
1863712617	703	0.7%
577118473	562	0.5%
840003147	534	0.5%
365931891	531	0.5%
12849827	449	0.4%
1568768668	444	0.4%
1254544437	440	0.4%
Other values (11128)	100536	94.1%

Value	Count	Frequency (%)
353733	9	< 0.1%
924234	2	< 0.1%
999431	11	< 0.1%
1084844	6	< 0.1%
1219001	7	< 0.1%
1353070	1	< 0.1%
1730458	5	< 0.1%
1872874	8	< 0.1%
1910466	5	< 0.1%
2207717	4	< 0.1%

Value	Count	Frequency (%)
2147388374	11	< 0.1%
2147312808	5	< 0.1%
2146798838	4	< 0.1%
2146414988	1	< 0.1%
2146188334	3	< 0.1%
2146170054	13	< 0.1%
2146166212	22	< 0.1%
2145983945	10	< 0.1%
2145846010	7	< 0.1%
2145805074	1	< 0.1%

spectrogram_sub_id
Real number (ℝ)

High correlation Zeros

Distinct	1022
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.733596

Minimum	0
Maximum	1021
Zeros	11138
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	29
95-th percentile	237
Maximum	1021
Range	1021
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	104.29212
Coefficient of variation (CV)	2.384714
Kurtosis	23.37504
Mean	43.733596
Median Absolute Deviation (MAD)	7
Skewness	4.3906989
Sum	4670748
Variance	10876.846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11138	10.4%
1	8708	8.2%
2	7429	7.0%
3	6417	6.0%
4	5494	5.1%
5	4772	4.5%
6	4085	3.8%
7	3533	3.3%
8	3124	2.9%
9	2752	2.6%
Other values (1012)	49348	46.2%

Value	Count	Frequency (%)
0	11138	10.4%
1	8708	8.2%
2	7429	7.0%
3	6417	6.0%
4	5494	5.1%
5	4772	4.5%
6	4085	3.8%
7	3533	3.3%
8	3124	2.9%
9	2752	2.6%

Value	Count	Frequency (%)
1021	1	< 0.1%
1020	1	< 0.1%
1019	1	< 0.1%
1018	1	< 0.1%
1017	1	< 0.1%
1016	1	< 0.1%
1015	1	< 0.1%
1014	1	< 0.1%
1013	1	< 0.1%
1012	1	< 0.1%

spectrogram_label_offset_seconds
Real number (ℝ)

High correlation Zeros

Distinct	4686
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	520.4314

Minimum	0
Maximum	17632
Zeros	11138
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	62
Q3	394
95-th percentile	2490.1
Maximum	17632
Range	17632
Interquartile range (IQR)	382

Descriptive statistics

Standard deviation	1449.7599
Coefficient of variation (CV)	2.7856887
Kurtosis	47.181716
Mean	520.4314
Median Absolute Deviation (MAD)	62
Skewness	6.0947306
Sum	55582074
Variance	2101803.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11138	10.4%
2	3224	3.0%
4	3096	2.9%
6	2786	2.6%
8	2491	2.3%
10	2359	2.2%
12	2166	2.0%
14	1998	1.9%
16	1813	1.7%
18	1630	1.5%
Other values (4676)	74099	69.4%

Value	Count	Frequency (%)
0	11138	10.4%
2	3224	3.0%
4	3096	2.9%
6	2786	2.6%
8	2491	2.3%
10	2359	2.2%
12	2166	2.0%
14	1998	1.9%
16	1813	1.7%
18	1630	1.5%

Value	Count	Frequency (%)
17632	1	< 0.1%
17630	1	< 0.1%
17626	1	< 0.1%
17624	1	< 0.1%
17622	1	< 0.1%
17620	1	< 0.1%
17618	1	< 0.1%
17616	1	< 0.1%
17614	1	< 0.1%
17612	1	< 0.1%

label_id
Real number (ℝ)

Unique

Distinct	106800
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1414148 × 10⁹

Minimum	338
Maximum	4.2949335 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	338
5-th percentile	2.1031044 × 10⁸
Q1	1.0674194 × 10⁹
median	2.138332 × 10⁹
Q3	3.2178159 × 10⁹
95-th percentile	4.0813579 × 10⁹
Maximum	4.2949335 × 10⁹
Range	4.2949332 × 10⁹
Interquartile range (IQR)	2.1503964 × 10⁹

Descriptive statistics

Standard deviation	1.2416697 × 10⁹
Coefficient of variation (CV)	0.57983615
Kurtosis	-1.2000132
Mean	2.1414148 × 10⁹
Median Absolute Deviation (MAD)	1.0752523 × 10⁹
Skewness	0.0081215305
Sum	2.287031 × 10¹⁴
Variance	1.5417437 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127492639	1	< 0.1%
2280293819	1	< 0.1%
211430718	1	< 0.1%
1209816356	1	< 0.1%
2728965724	1	< 0.1%
3832244487	1	< 0.1%
1342527369	1	< 0.1%
871762682	1	< 0.1%
457395995	1	< 0.1%
3253065483	1	< 0.1%
Other values (106790)	106790	> 99.9%

Value	Count	Frequency (%)
338	1	< 0.1%
29652	1	< 0.1%
94683	1	< 0.1%
99525	1	< 0.1%
117889	1	< 0.1%
120688	1	< 0.1%
218991	1	< 0.1%
244789	1	< 0.1%
265836	1	< 0.1%
296654	1	< 0.1%

Value	Count	Frequency (%)
4294933502	1	< 0.1%
4294920358	1	< 0.1%
4294888279	1	< 0.1%
4294766404	1	< 0.1%
4294748510	1	< 0.1%
4294736565	1	< 0.1%
4294658018	1	< 0.1%
4294489914	1	< 0.1%
4294459484	1	< 0.1%
4294457275	1	< 0.1%

patient_id
Real number (ℝ)

Distinct	1950
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32304.428

Minimum	56
Maximum	65494
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	56
5-th percentile	2641
Q1	16707
median	32068
Q3	48036
95-th percentile	61563
Maximum	65494
Range	65438
Interquartile range (IQR)	31329

Descriptive statistics

Standard deviation	18538.196
Coefficient of variation (CV)	0.57385929
Kurtosis	-1.1149384
Mean	32304.428
Median Absolute Deviation (MAD)	15527
Skewness	0.0037500558
Sum	3.450113 × 10⁹
Variance	3.4366472 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30631	2215	2.1%
2641	2185	2.0%
35627	1403	1.3%
28330	1362	1.3%
54199	1350	1.3%
35225	1288	1.2%
57378	1165	1.1%
38549	1012	0.9%
56450	952	0.9%
32481	942	0.9%
Other values (1940)	92926	87.0%

Value	Count	Frequency (%)
56	60	0.1%
105	54	0.1%
149	9	< 0.1%
195	59	0.1%
198	10	< 0.1%
200	51	< 0.1%
260	23	< 0.1%
282	20	< 0.1%
312	4	< 0.1%
345	57	0.1%

Value	Count	Frequency (%)
65494	20	< 0.1%
65480	9	< 0.1%
65442	30	< 0.1%
65430	46	< 0.1%
65378	401	0.4%
65377	4	< 0.1%
65368	14	< 0.1%
65356	149	0.1%
65264	21	< 0.1%
65250	139	0.1%

expert_consensus
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.4 MiB

Seizure	20933
GRDA	18861
Other	18808
GPD	16702
LRDA	16640

Length

Max length	7
Median length	5
Mean length	4.4686236
Min length	3

Characters and Unicode

Total characters	477249
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Seizure
2nd row	Seizure
3rd row	Seizure
4th row	Seizure
5th row	Seizure

Common Values

Value	Count	Frequency (%)
Seizure	20933	19.6%
GRDA	18861	17.7%
Other	18808	17.6%
GPD	16702	15.6%
LRDA	16640	15.6%
LPD	14856	13.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
seizure	20933	19.6%
grda	18861	17.7%
other	18808	17.6%
gpd	16702	15.6%
lrda	16640	15.6%
lpd	14856	13.9%

Most occurring characters

Value	Count	Frequency (%)
D	67059	14.1%
e	60674	12.7%
r	39741	8.3%
G	35563	7.5%
R	35501	7.4%
A	35501	7.4%
P	31558	6.6%
L	31496	6.6%
S	20933	4.4%
i	20933	4.4%
Other values (5)	98290	20.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	477249	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	67059	14.1%
e	60674	12.7%
r	39741	8.3%
G	35563	7.5%
R	35501	7.4%
A	35501	7.4%
P	31558	6.6%
L	31496	6.6%
S	20933	4.4%
i	20933	4.4%
Other values (5)	98290	20.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	477249	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	67059	14.1%
e	60674	12.7%
r	39741	8.3%
G	35563	7.5%
R	35501	7.4%
A	35501	7.4%
P	31558	6.6%
L	31496	6.6%
S	20933	4.4%
i	20933	4.4%
Other values (5)	98290	20.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	477249	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	67059	14.1%
e	60674	12.7%
r	39741	8.3%
G	35563	7.5%
R	35501	7.4%
A	35501	7.4%
P	31558	6.6%
L	31496	6.6%
S	20933	4.4%
i	20933	4.4%
Other values (5)	98290	20.6%

seizure_vote
Real number (ℝ)

Zeros

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87802434

Minimum	0
Maximum	19
Zeros	73906
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	19
Range	19
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.5388733
Coefficient of variation (CV)	1.7526545
Kurtosis	8.2088947
Mean	0.87802434
Median Absolute Deviation (MAD)	0
Skewness	2.1785843
Sum	93773
Variance	2.368131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	73906	69.2%
3	19520	18.3%
1	6475	6.1%
2	2329	2.2%
5	1825	1.7%
4	1745	1.6%
6	336	0.3%
7	313	0.3%
8	91	0.1%
9	57	0.1%
Other values (8)	203	0.2%

Value	Count	Frequency (%)
0	73906	69.2%
1	6475	6.1%
2	2329	2.2%
3	19520	18.3%
4	1745	1.6%
5	1825	1.7%
6	336	0.3%
7	313	0.3%
8	91	0.1%
9	57	0.1%

Value	Count	Frequency (%)
19	4	< 0.1%
16	3	< 0.1%
15	36	< 0.1%
14	25	< 0.1%
13	30	< 0.1%
12	22	< 0.1%
11	29	< 0.1%
10	54	0.1%
9	57	0.1%
8	91	0.1%

lpd_vote
Real number (ℝ)

Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1387828

Minimum	0
Maximum	18
Zeros	77675
Zeros (%)	72.7%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7
Maximum	18
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.8188453
Coefficient of variation (CV)	2.4753143
Kurtosis	11.05233
Mean	1.1387828
Median Absolute Deviation (MAD)	0
Skewness	3.2892374
Sum	121622
Variance	7.9458886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	77675	72.7%
1	9680	9.1%
2	4618	4.3%
3	4011	3.8%
4	2290	2.1%
5	1323	1.2%
6	1065	1.0%
7	863	0.8%
13	769	0.7%
14	739	0.7%
Other values (9)	3767	3.5%

Value	Count	Frequency (%)
0	77675	72.7%
1	9680	9.1%
2	4618	4.3%
3	4011	3.8%
4	2290	2.1%
5	1323	1.2%
6	1065	1.0%
7	863	0.8%
8	616	0.6%
9	574	0.5%

Value	Count	Frequency (%)
18	45	< 0.1%
17	120	0.1%
16	92	0.1%
15	557	0.5%
14	739	0.7%
13	769	0.7%
12	589	0.6%
11	545	0.5%
10	629	0.6%
9	574	0.5%

gpd_vote
Real number (ℝ)

Zeros

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2649251

Minimum	0
Maximum	16
Zeros	82027
Zeros (%)	76.8%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.1318887
Coefficient of variation (CV)	2.4759479
Kurtosis	6.6558296
Mean	1.2649251
Median Absolute Deviation (MAD)	0
Skewness	2.7555029
Sum	135094
Variance	9.8087268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	82027	76.8%
1	5643	5.3%
2	4352	4.1%
3	2756	2.6%
10	2052	1.9%
11	1445	1.4%
9	1200	1.1%
4	1163	1.1%
12	1054	1.0%
13	941	0.9%
Other values (7)	4167	3.9%

Value	Count	Frequency (%)
0	82027	76.8%
1	5643	5.3%
2	4352	4.1%
3	2756	2.6%
4	1163	1.1%
5	909	0.9%
6	573	0.5%
7	774	0.7%
8	861	0.8%
9	1200	1.1%

Value	Count	Frequency (%)
16	116	0.1%
15	510	0.5%
14	424	0.4%
13	941	0.9%
12	1054	1.0%
11	1445	1.4%
10	2052	1.9%
9	1200	1.1%
8	861	0.8%
7	774	0.7%

lrda_vote
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.94829588

Minimum	0
Maximum	15
Zeros	77294
Zeros (%)	72.4%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	15
Range	15
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.1367987
Coefficient of variation (CV)	2.2533038
Kurtosis	10.561945
Mean	0.94829588
Median Absolute Deviation (MAD)	0
Skewness	3.0783767
Sum	101278
Variance	4.5659088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	77294	72.4%
1	8177	7.7%
3	6597	6.2%
2	6122	5.7%
5	1621	1.5%
6	1449	1.4%
4	1279	1.2%
7	1190	1.1%
9	802	0.8%
8	799	0.7%
Other values (6)	1470	1.4%

Value	Count	Frequency (%)
0	77294	72.4%
1	8177	7.7%
2	6122	5.7%
3	6597	6.2%
4	1279	1.2%
5	1621	1.5%
6	1449	1.4%
7	1190	1.1%
8	799	0.7%
9	802	0.8%

Value	Count	Frequency (%)
15	55	0.1%
14	51	< 0.1%
13	357	0.3%
12	246	0.2%
11	469	0.4%
10	292	0.3%
9	802	0.8%
8	799	0.7%
7	1190	1.1%
6	1449	1.4%

grda_vote
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0591854

Minimum	0
Maximum	15
Zeros	73101
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	15
Range	15
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.2284924
Coefficient of variation (CV)	2.1039682
Kurtosis	10.886845
Mean	1.0591854
Median Absolute Deviation (MAD)	0
Skewness	3.0782446
Sum	113121
Variance	4.9661784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	73101	68.4%
3	12643	11.8%
1	9508	8.9%
2	4219	4.0%
6	1058	1.0%
5	983	0.9%
4	927	0.9%
8	923	0.9%
7	900	0.8%
13	866	0.8%
Other values (6)	1672	1.6%

Value	Count	Frequency (%)
0	73101	68.4%
1	9508	8.9%
2	4219	4.0%
3	12643	11.8%
4	927	0.9%
5	983	0.9%
6	1058	1.0%
7	900	0.8%
8	923	0.9%
9	573	0.5%

Value	Count	Frequency (%)
15	25	< 0.1%
14	62	0.1%
13	866	0.8%
12	272	0.3%
11	269	0.3%
10	471	0.4%
9	573	0.5%
8	923	0.9%
7	900	0.8%
6	1058	1.0%

other_vote
Real number (ℝ)

Zeros

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9662828

Minimum	0
Maximum	25
Zeros	58167
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	834.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	10
Maximum	25
Range	25
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.6211803
Coefficient of variation (CV)	1.8416376
Kurtosis	7.8044131
Mean	1.9662828
Median Absolute Deviation (MAD)	0
Skewness	2.7000919
Sum	209999
Variance	13.112947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	58167	54.5%
1	13471	12.6%
2	9782	9.2%
3	7286	6.8%
4	3081	2.9%
5	3016	2.8%
6	2153	2.0%
7	1544	1.4%
9	1228	1.1%
8	1061	1.0%
Other values (16)	6011	5.6%

Value	Count	Frequency (%)
0	58167	54.5%
1	13471	12.6%
2	9782	9.2%
3	7286	6.8%
4	3081	2.9%
5	3016	2.8%
6	2153	2.0%
7	1544	1.4%
8	1061	1.0%
9	1228	1.1%

Value	Count	Frequency (%)
25	5	< 0.1%
24	18	< 0.1%
23	21	< 0.1%
22	10	< 0.1%
21	93	0.1%
20	303	0.3%
19	181	0.2%
18	454	0.4%
17	545	0.5%
16	326	0.3%

	eeg_id	eeg_label_offset_seconds	eeg_sub_id	expert_consensus	gpd_vote	grda_vote	label_id	lpd_vote	lrda_vote	other_vote	patient_id	seizure_vote	spectrogram_id	spectrogram_label_offset_seconds	spectrogram_sub_id
eeg_id	1.000	-0.034	-0.031	0.060	0.008	0.033	0.003	-0.006	-0.006	0.026	0.017	0.014	-0.007	-0.023	-0.025
eeg_label_offset_seconds	-0.034	1.000	0.942	0.123	0.091	0.087	-0.001	-0.026	0.068	-0.196	-0.024	0.096	-0.013	0.590	0.790
eeg_sub_id	-0.031	0.942	1.000	0.129	0.129	0.126	-0.001	-0.043	0.163	-0.207	-0.024	0.028	-0.015	0.535	0.820
expert_consensus	0.060	0.123	0.129	1.000	0.391	0.387	0.006	0.352	0.387	0.314	0.143	0.412	0.074	0.104	0.119
gpd_vote	0.008	0.091	0.129	0.391	1.000	-0.031	-0.004	0.058	-0.196	0.074	-0.007	0.024	-0.030	0.116	0.137
grda_vote	0.033	0.087	0.126	0.387	-0.031	1.000	-0.000	-0.178	0.005	0.132	0.001	-0.347	0.019	-0.038	0.049
label_id	0.003	-0.001	-0.001	0.006	-0.004	-0.000	1.000	-0.004	-0.003	-0.004	-0.005	0.003	-0.001	-0.001	-0.003
lpd_vote	-0.006	-0.026	-0.043	0.352	0.058	-0.178	-0.004	1.000	0.121	0.126	0.011	-0.177	0.005	0.123	0.063
lrda_vote	-0.006	0.068	0.163	0.387	-0.196	0.005	-0.003	0.121	1.000	0.219	0.042	-0.257	-0.013	0.038	0.155
other_vote	0.026	-0.196	-0.207	0.314	0.074	0.132	-0.004	0.126	0.219	1.000	0.041	-0.306	0.021	-0.082	-0.167
patient_id	0.017	-0.024	-0.024	0.143	-0.007	0.001	-0.005	0.011	0.042	0.041	1.000	-0.064	0.029	-0.023	-0.028
seizure_vote	0.014	0.096	0.028	0.412	0.024	-0.347	0.003	-0.177	-0.257	-0.306	-0.064	1.000	-0.018	-0.006	-0.021
spectrogram_id	-0.007	-0.013	-0.015	0.074	-0.030	0.019	-0.001	0.005	-0.013	0.021	0.029	-0.018	1.000	0.017	0.002
spectrogram_label_offset_seconds	-0.023	0.590	0.535	0.104	0.116	-0.038	-0.001	0.123	0.038	-0.082	-0.023	-0.006	0.017	1.000	0.854
spectrogram_sub_id	-0.025	0.790	0.820	0.119	0.137	0.049	-0.003	0.063	0.155	-0.167	-0.028	-0.021	0.002	0.854	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	eeg_id	eeg_sub_id	eeg_label_offset_seconds	spectrogram_id	spectrogram_sub_id	spectrogram_label_offset_seconds	label_id	patient_id	expert_consensus	seizure_vote	gpd_vote	grda_vote	other_vote
0	1628180742	0	0.0	353733	0	0.0	127492639	42516	Seizure	3	0	0	0
1	1628180742	1	6.0	353733	1	6.0	3887563113	42516	Seizure	3	0	0	0
2	1628180742	2	8.0	353733	2	8.0	1142670488	42516	Seizure	3	0	0	0
3	1628180742	3	18.0	353733	3	18.0	2718991173	42516	Seizure	3	0	0	0
4	1628180742	4	24.0	353733	4	24.0	3080632009	42516	Seizure	3	0	0	0
5	1628180742	5	26.0	353733	5	26.0	2413091605	42516	Seizure	3	0	0	0
6	1628180742	6	30.0	353733	6	30.0	364593930	42516	Seizure	3	0	0	0
7	1628180742	7	36.0	353733	7	36.0	3811483573	42516	Seizure	3	0	0	0
8	1628180742	8	40.0	353733	8	40.0	3388718494	42516	Seizure	3	0	0	0
9	2277392603	0	0.0	924234	0	0.0	1978807404	30539	GPD	0	5	1	5

	eeg_id	eeg_sub_id	eeg_label_offset_seconds	spectrogram_id	spectrogram_sub_id	spectrogram_label_offset_seconds	label_id	patient_id	expert_consensus	lrda_vote
106790	351917269	1	2.0	2147388374	1	2.0	1916299616	10351	LRDA	3
106791	351917269	2	4.0	2147388374	2	4.0	1085988029	10351	LRDA	3
106792	351917269	3	6.0	2147388374	3	6.0	3808975447	10351	LRDA	3
106793	351917269	4	8.0	2147388374	4	8.0	1374115633	10351	LRDA	3
106794	351917269	5	10.0	2147388374	5	10.0	223739845	10351	LRDA	3
106795	351917269	6	12.0	2147388374	6	12.0	4195677307	10351	LRDA	3
106796	351917269	7	14.0	2147388374	7	14.0	290896675	10351	LRDA	3
106797	351917269	8	16.0	2147388374	8	16.0	461435451	10351	LRDA	3
106798	351917269	9	18.0	2147388374	9	18.0	3786213131	10351	LRDA	3
106799	351917269	10	20.0	2147388374	10	20.0	3642716176	10351	LRDA	3

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample